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I'm a fan of deep learning, but is it really the best choice in an application like this? I have always heard that shallow machine learning methods generally did better on unstructured smallish data.

They should put this data on something like Kaggle.com and let researchers and hobbyists around the world try to find the best model. At the very least publish the data somewhere.




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